René's URL Explorer Experiment

Title: GitHub - nginsberg-google/python-spanner

Open Graph Title: GitHub - nginsberg-google/python-spanner

X Title: GitHub - nginsberg-google/python-spanner

Description: Contribute to nginsberg-google/python-spanner development by creating an account on GitHub.

Open Graph Description: Contribute to nginsberg-google/python-spanner development by creating an account on GitHub.

X Description: Contribute to nginsberg-google/python-spanner development by creating an account on GitHub.

Opengraph URL: https://github.com/nginsberg-google/python-spanner

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:a66d1365-68e8-7131-ef06-8a884e7fb214
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	DFD0:EC594:164F92:1E7883:6977470D
html-safe-nonce	662b93cc91568c55ef92b2133482df17b3c30bbdecb7fb5a981fd77d665691c7
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJERkQwOkVDNTk0OjE2NEY5MjoxRTc4ODM6Njk3NzQ3MEQiLCJ2aXNpdG9yX2lkIjoiNDgzMTg2NzQ5NzE1MTQxNjA3OCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	5dae77289bbca6b68563ceeae7dbb083ac25d524f76d5aaf5b419c535293c9ff
hovercard-subject-tag	repository:673084381
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/nginsberg-google/python-spanner
twitter:image	https://opengraph.githubassets.com/efdab8e4f3a084c44ebd6eb8e1e012e14c2cd9df85bdb2fe20f03dd81b876ef5/nginsberg-google/python-spanner
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/efdab8e4f3a084c44ebd6eb8e1e012e14c2cd9df85bdb2fe20f03dd81b876ef5/nginsberg-google/python-spanner
og:image:alt	Contribute to nginsberg-google/python-spanner development by creating an account on GitHub.
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	01d198479908d09a841b2febe8eb105a81af2af7d81830960fe0971e1f4adc09
turbo-cache-control	no-preview
go-import	github.com/nginsberg-google/python-spanner git https://github.com/nginsberg-google/python-spanner.git
octolytics-dimension-user_id	131713109
octolytics-dimension-user_login	nginsberg-google
octolytics-dimension-repository_id	673084381
octolytics-dimension-repository_nwo	nginsberg-google/python-spanner
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	226992630
octolytics-dimension-repository_parent_nwo	googleapis/python-spanner
octolytics-dimension-repository_network_root_id	226992630
octolytics-dimension-repository_network_root_nwo	googleapis/python-spanner
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	d37e99eca9fba24ee37da98481d573461cc1ab7d
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fnginsberg-google%2Fpython-spanner
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub SparkBuild and deploy intelligent apps	https://github.com/features/spark
GitHub ModelsManage and compare prompts	https://github.com/features/models
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
GitHub SponsorsFund open source developers	https://github.com/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/accelerator
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fnginsberg-google%2Fpython-spanner
Sign up	https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=nginsberg-google%2Fpython-spanner
Reload	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner
Reload	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner
Reload	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner
nginsberg-google	https://patch-diff.githubusercontent.com/nginsberg-google
python-spanner	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner
googleapis/python-spanner	https://patch-diff.githubusercontent.com/googleapis/python-spanner
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Fnginsberg-google%2Fpython-spanner
Fork 0	https://patch-diff.githubusercontent.com/login?return_to=%2Fnginsberg-google%2Fpython-spanner
Star 0	https://patch-diff.githubusercontent.com/login?return_to=%2Fnginsberg-google%2Fpython-spanner
Apache-2.0 license	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/LICENSE
0 stars	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/stargazers
101 forks	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/forks
Branches	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/branches
Tags	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tags
Activity	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2Fnginsberg-google%2Fpython-spanner
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Fnginsberg-google%2Fpython-spanner
Code	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner
Pull requests 1	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/pulls
Actions	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/actions
Projects 0	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/projects
Security 0	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/security
Insights	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/pulse
Code	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner
Pull requests	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/pulls
Actions	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/actions
Projects	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/projects
Security	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/security
Insights	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/pulse
Branches	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/branches
Tags	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tags
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/branches
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tags
853 Commits	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/commits/main/
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/commits/main/
.devcontainer	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/.devcontainer
.devcontainer	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/.devcontainer
.github	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/.github
.github	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/.github
.kokoro	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/.kokoro
.kokoro	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/.kokoro
benchmark	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/benchmark
benchmark	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/benchmark
docs	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/docs
docs	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/docs
google/cloud	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/google/cloud
google/cloud	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/google/cloud
samples	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/samples
samples	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/samples
scripts	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/scripts
scripts	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/scripts
testing	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/testing
testing	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/testing
tests	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/tests
tests	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/tree/main/tests
.coveragerc	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.coveragerc
.coveragerc	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.coveragerc
.flake8	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.flake8
.flake8	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.flake8
.gitignore	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.gitignore
.gitignore	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.gitignore
.pre-commit-config.yaml	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.pre-commit-config.yaml
.pre-commit-config.yaml	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.pre-commit-config.yaml
.release-please-manifest.json	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.release-please-manifest.json
.release-please-manifest.json	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.release-please-manifest.json
.repo-metadata.json	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.repo-metadata.json
.repo-metadata.json	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.repo-metadata.json
.trampolinerc	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.trampolinerc
.trampolinerc	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/.trampolinerc
CHANGELOG.md	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/CHANGELOG.md
CHANGELOG.md	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/CHANGELOG.md
CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.rst	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/CONTRIBUTING.rst
CONTRIBUTING.rst	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/CONTRIBUTING.rst
LICENSE	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/LICENSE
LICENSE	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/LICENSE
MANIFEST.in	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/MANIFEST.in
MANIFEST.in	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/MANIFEST.in
README.rst	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/README.rst
README.rst	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/README.rst
SECURITY.md	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/SECURITY.md
SECURITY.md	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/SECURITY.md
UPGRADING.md	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/UPGRADING.md
UPGRADING.md	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/UPGRADING.md
noxfile.py	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/noxfile.py
noxfile.py	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/noxfile.py
owlbot.py	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/owlbot.py
owlbot.py	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/owlbot.py
release-please-config.json	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/release-please-config.json
release-please-config.json	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/release-please-config.json
renovate.json	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/renovate.json
renovate.json	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/renovate.json
setup.cfg	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/setup.cfg
setup.cfg	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/setup.cfg
setup.py	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/setup.py
setup.py	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/setup.py
stale_outputs_checked	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/stale_outputs_checked
stale_outputs_checked	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/stale_outputs_checked
test.py	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/test.py
test.py	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/blob/main/test.py
README	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner
Code of conduct	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner
Contributing	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner
License	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner
Security	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#python-client-for-cloud-spanner
	https://github.com/googleapis/google-cloud-python/blob/main/README.rst#general-availability
	https://pypi.org/project/google-cloud-spanner/
	https://pypi.org/project/google-cloud-spanner/
Cloud Spanner	https://cloud.google.com/spanner/
Client Library Documentation	https://cloud.google.com/python/docs/reference/spanner/latest
Product Documentation	https://cloud.google.com/spanner/docs
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#quick-start
Select or create a Cloud Platform project.	https://console.cloud.google.com/project
Enable billing for your project.	https://cloud.google.com/billing/docs/how-to/modify-project#enable_billing_for_a_project
Enable the Google Cloud Spanner API.	https://cloud.google.com/spanner
Setup Authentication.	https://googleapis.dev/python/google-api-core/latest/auth.html
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#installation
virtualenv	https://virtualenv.pypa.io/en/latest/
virtualenv	https://virtualenv.pypa.io/en/latest/
virtualenv	https://virtualenv.pypa.io/en/latest/
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#supported-python-versions
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#deprecated-python-versions
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#maclinux
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#windows
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#example-usage
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#executing-arbitrary-sql-in-a-transaction
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#select-records-using-a-transaction
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#insert-records-using-data-manipulation-language-dml-with-a-transaction
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#insert-records-using-mutations-with-a-transaction
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#update-records-using-data-manipulation-language-dml-with-a-transaction
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#update-records-using-mutations-with-a-transaction
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#connection-api
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#aborted-transactions-retry-mechanism
	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#next-steps
Client Library Documentation	https://cloud.google.com/python/docs/reference/spanner/latest
Product documentation	https://cloud.google.com/spanner/docs
Readme	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#readme-ov-file
Apache-2.0 license	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#Apache-2.0-1-ov-file
Code of conduct	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#coc-ov-file
Contributing	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#contributing-ov-file
Security policy	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner#security-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner
Activity	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/activity
0 stars	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/stargazers
0 watching	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/watchers
0 forks	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fnginsberg-google%2Fpython-spanner&report=nginsberg-google+%28user%29
Releases	https://patch-diff.githubusercontent.com/nginsberg-google/python-spanner/releases
Packages 0	https://patch-diff.githubusercontent.com/users/nginsberg-google/packages?repo_name=python-spanner
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.